Adaptive Liquid Transformers: A Breakthrough in AI Energy Efficiency https://sudonull.com/adaptive-liquid-transformers-a-breakthrough-in-ai-energy-efficiency
Liquid transformers save up to 40% memory when paired with Rubin chips. Learn how the new AI architecture is changing the GPU market and reducing inference costs. Read.
OLTP core: API and adaptive tuning in DBMS https://sudonull.com/oltp-core-api-and-adaptive-tuning-in-dbms
Analysis of OLTP core implementation: per-tablespace page size, trait-API layers, Resource Broker. For middle/senior dev. Study the architecture without manual tuning.
Oxide 1Hz Screens: 1–120 Hz for Laptops https://sudonull.com/oxide-1hz-screens-1-120-hz-for-laptops
LG Display has launched LCD panels with adaptive frequency 1–120 Hz. Battery savings up to 48%, supplies to Dell XPS. Technology details for developers — read and implement in projects.
AI agents for crypto market analysis: Reasoning + Action pattern https://sudonull.com/ai-agents-for-crypto-market-analysis-reasoning-action-pattern
Breakdown of GitHub solutions failures and implementation of an adaptive AI agent for BTC signals. Code on agent-swarm-kit, examples from April 2026. For middle/senior dev — study the pattern and implement.
ICA/HDX in Citrix: protocol for VDI https://sudonull.com/ica-hdx-in-citrix-protocol-for-vdi
Breakdown of ICA/HDX architecture in Citrix for VDI and remote access. Adaptive transport, Teams optimization, comparison with RDP. For middle/senior dev. Read details.